Awesome Tensorflow Implementations

Very simple TensorFlow examples

Sequence to Sequence -- Video to Text

  • Subhashini Venugopalan, Marcus Rohrbach, Jeff Donahue, Raymond Mooney, Trevor Darrell, Kate Saenko, arxiv, 2015
  • [code]
  • [paper]

Sequence to Sequence -- chatbot

  • Oriol Vinyals, Quoc V. Le, arxiv, 2015
  • [code]
  • [paper]

Show and Tell: A Neural Image Caption Generator

  • Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan, arxiv, 2015
  • [code]
  • [paper]

Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

  • Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, Yoshua Bengio, ICLR, 2014
  • [code]
  • [paper]

Learning Deep Features for Discriminative Localization

  • Bolei Zhou, Aditya Khosla, Agata Lapedriza, Aude Oliva, Antonio Torralba, CVPR, 2016
  • [code]
  • [paper]

Deep Visual Analogy-Making

  • Scott Reed, Yi Zhang, Yuting Zhang, Honglak Lee, NIPS, 2015
  • [code]
  • [paper]

Deep Convolutional Generative Adversarial Networks

  • Alec Radford, Luke Metz, Soumith Chintala, arxiv, 2015
  • [code]
  • [paper]

End-To-End Memory Networks

  • Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, Rob Fergus, NIPS, 2015
  • [code]
  • [paper]

Character-Aware Neural Language Models

  • Yoon Kim, Yacine Jernite, David Sontag, Alexander M. Rush, AAAI, 2016
  • [code]
  • [paper]

Deep Reinforcement Learning

Human-level control through deep reinforcement learning
  • Volodymyr Mnih, et al, 2014
  • [code1], not trained on atari
  • [code2]
  • [paper]
Deep Reinforcement Learning with Double Q-learning
  • Hado van Hasselt, Arthur Guez, David Silver, 2015
  • [code]
  • [paper]

Using Deep Q-Network to Learn How To Play Flappy Bird

Semi-Supervised Learning with Ladder Network

Convolutional Neural Networks for Sentence Classification

Deep Residual Learning for Image Recognition

colornet - Neural Network to colorize grayscale images

DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients

  • Shuchang Zhou, Zekun Ni, Xinyu Zhou, He Wen, Yuxin Wu, Yuheng Zou, 2016
  • [code]
  • [paper]

A Neural Algorithm of Artistic Style

Sequence Generative Adversarial Networks

  • Lantao Yu, Weinan Zhang, Jun Wang, Yong Yu
  • [code]
  • [paper]

Contribution

Did you find new TensorFlow implementations? Pull requests are always welcome.